Pandas Profiling Report

Dataset statistics

Number of variables	20
Number of observations	42
Missing cells	171
Missing cells (%)	20.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.4 KiB
Average record size in memory	156.0 B

Variable types

Numeric	17
DateTime	1
Categorical	1
Boolean	1

Alerts

`df_index` is highly correlated with `Onset`	High correlation
`Onset` is highly correlated with `df_index` and 5 other fields	High correlation
`Offset` is highly correlated with `Midpoint`	High correlation
`TST` is highly correlated with `Onset` and 5 other fields	High correlation
`WASO` is highly correlated with `TIB` and 2 other fields	High correlation
`NOA` is highly correlated with `Onset` and 7 other fields	High correlation
`TIB` is highly correlated with `Onset` and 6 other fields	High correlation
`REMSD` is highly correlated with `TST` and 6 other fields	High correlation
`LSD` is highly correlated with `Onset` and 6 other fields	High correlation
`DSD` is highly correlated with `SWSP`	High correlation
`TSDP` is highly correlated with `Onset` and 6 other fields	High correlation
`AI` is highly correlated with `NOA`	High correlation
`SWSP` is highly correlated with `NOA` and 3 other fields	High correlation
`REMP` is highly correlated with `REMSD`	High correlation
`SMI` is highly correlated with `WASO`	High correlation
`Midpoint` is highly correlated with `Offset`	High correlation
`df_index` is highly correlated with `Onset`	High correlation
`Onset` is highly correlated with `df_index` and 6 other fields	High correlation
`Offset` is highly correlated with `Midpoint`	High correlation
`TST` is highly correlated with `Onset` and 6 other fields	High correlation
`WASO` is highly correlated with `TIB` and 2 other fields	High correlation
`NOA` is highly correlated with `Onset` and 7 other fields	High correlation
`TIB` is highly correlated with `Onset` and 6 other fields	High correlation
`REMSD` is highly correlated with `Onset` and 7 other fields	High correlation
`LSD` is highly correlated with `Onset` and 6 other fields	High correlation
`DSD` is highly correlated with `SWSP`	High correlation
`TSDP` is highly correlated with `Onset` and 6 other fields	High correlation
`AI` is highly correlated with `NOA`	High correlation
`SWSP` is highly correlated with `TST` and 4 other fields	High correlation
`REMP` is highly correlated with `REMSD`	High correlation
`SMI` is highly correlated with `WASO`	High correlation
`Midpoint` is highly correlated with `Offset`	High correlation
`Onset` is highly correlated with `TST` and 3 other fields	High correlation
`Offset` is highly correlated with `Midpoint`	High correlation
`TST` is highly correlated with `Onset` and 5 other fields	High correlation
`WASO` is highly correlated with `SMI`	High correlation
`NOA` is highly correlated with `TST` and 3 other fields	High correlation
`TIB` is highly correlated with `Onset` and 4 other fields	High correlation
`REMSD` is highly correlated with `TST` and 1 other fields	High correlation
`LSD` is highly correlated with `Onset` and 4 other fields	High correlation
`TSDP` is highly correlated with `Onset` and 4 other fields	High correlation
`REMP` is highly correlated with `REMSD`	High correlation
`SMI` is highly correlated with `WASO`	High correlation
`Midpoint` is highly correlated with `Offset`	High correlation
`IsWeekend` is highly correlated with `Day`	High correlation
`Day` is highly correlated with `IsWeekend`	High correlation
`df_index` is highly correlated with `Onset` and 5 other fields	High correlation
`Onset` is highly correlated with `df_index` and 8 other fields	High correlation
`Offset` is highly correlated with `Onset` and 6 other fields	High correlation
`TST` is highly correlated with `df_index` and 7 other fields	High correlation
`WASO` is highly correlated with `Onset` and 7 other fields	High correlation
`NOA` is highly correlated with `TIB` and 7 other fields	High correlation
`TIB` is highly correlated with `Onset` and 10 other fields	High correlation
`REMSD` is highly correlated with `Offset` and 8 other fields	High correlation
`LSD` is highly correlated with `Onset` and 7 other fields	High correlation
`DSD` is highly correlated with `WASO` and 6 other fields	High correlation
`Date` is highly correlated with `df_index` and 18 other fields	High correlation
`TSDP` is highly correlated with `Onset` and 10 other fields	High correlation
`AI` is highly correlated with `df_index` and 1 other fields	High correlation
`SWSP` is highly correlated with `df_index` and 4 other fields	High correlation
`REMP` is highly correlated with `NOA` and 7 other fields	High correlation
`SMI` is highly correlated with `Offset` and 3 other fields	High correlation
`Midpoint` is highly correlated with `Onset` and 11 other fields	High correlation
`Day` is highly correlated with `Date` and 2 other fields	High correlation
`IsWeekend` is highly correlated with `Date` and 2 other fields	High correlation
`SleepRegularity` is highly correlated with `df_index` and 3 other fields	High correlation
`Onset` has 11 (26.2%) missing values	Missing
`Offset` has 11 (26.2%) missing values	Missing
`TST` has 11 (26.2%) missing values	Missing
`WASO` has 11 (26.2%) missing values	Missing
`NOA` has 11 (26.2%) missing values	Missing
`TIB` has 11 (26.2%) missing values	Missing
`REMSD` has 11 (26.2%) missing values	Missing
`LSD` has 11 (26.2%) missing values	Missing
`DSD` has 11 (26.2%) missing values	Missing
`TSDP` has 11 (26.2%) missing values	Missing
`AI` has 11 (26.2%) missing values	Missing
`SWSP` has 11 (26.2%) missing values	Missing
`REMP` has 11 (26.2%) missing values	Missing
`SMI` has 11 (26.2%) missing values	Missing
`Midpoint` has 11 (26.2%) missing values	Missing
`SleepRegularity` has 6 (14.3%) missing values	Missing
`df_index` is uniformly distributed	Uniform
`REMP` is uniformly distributed	Uniform
`Day` is uniformly distributed	Uniform
`df_index` has unique values	Unique
`Date` has unique values	Unique
`df_index` has 1 (2.4%) zeros	Zeros

Reproduction

Analysis started	2022-11-25 20:45:48.019959
Analysis finished	2022-11-25 20:46:40.774118
Duration	52.75 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIFORM
UNIQUE
ZEROS

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.5

Minimum	0
Maximum	41
Zeros	1
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	0
5-th percentile	2.05
Q1	10.25
median	20.5
Q3	30.75
95-th percentile	38.95
Maximum	41
Range	41
Interquartile range (IQR)	20.5

Descriptive statistics

Standard deviation	12.26784415
Coefficient of variation (CV)	0.5984314218
Kurtosis	-1.2
Mean	20.5
Median Absolute Deviation (MAD)	10.5
Skewness	0
Sum	861
Variance	150.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	1	2.4%
21	1	2.4%
14	1	2.4%
16	1	2.4%
15	1	2.4%
18	1	2.4%
17	1	2.4%
20	1	2.4%
19	1	2.4%
22	1	2.4%
Other values (32)	32	76.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	2.4%
1	1	2.4%
2	1	2.4%
3	1	2.4%
4	1	2.4%
5	1	2.4%
6	1	2.4%
7	1	2.4%
8	1	2.4%
9	1	2.4%

Value	Count	Frequency (%)
41	1	2.4%
40	1	2.4%
39	1	2.4%
38	1	2.4%
37	1	2.4%
36	1	2.4%
35	1	2.4%
34	1	2.4%
33	1	2.4%
32	1	2.4%

Onset
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	30
Distinct (%)	96.8%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	23.9483871

Minimum	22.41666667
Maximum	27.06666667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	22.41666667
5-th percentile	22.49166667
Q1	23.11666667
median	23.75
Q3	24.46666667
95-th percentile	26.26666667
Maximum	27.06666667
Range	4.65
Interquartile range (IQR)	1.35

Descriptive statistics

Standard deviation	1.21299564
Coefficient of variation (CV)	0.05065041062
Kurtosis	0.4608349857
Mean	23.9483871
Median Absolute Deviation (MAD)	0.6666666667
Skewness	0.958656775
Sum	742.4
Variance	1.471358423
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
23.75	2	4.8%
23.18333333	1	2.4%
23.2	1	2.4%
24.05	1	2.4%
24.36666667	1	2.4%
26	1	2.4%
23.43333333	1	2.4%
24.56666667	1	2.4%
23.71666667	1	2.4%
23.08333333	1	2.4%
Other values (20)	20	47.6%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
22.41666667	1	2.4%
22.43333333	1	2.4%
22.55	1	2.4%
22.56666667	1	2.4%
22.75	1	2.4%
22.76666667	1	2.4%
22.78333333	1	2.4%
23.08333333	1	2.4%
23.15	1	2.4%
23.18333333	1	2.4%

Value	Count	Frequency (%)
27.06666667	1	2.4%
26.43333333	1	2.4%
26.1	1	2.4%
26	1	2.4%
25.2	1	2.4%
24.9	1	2.4%
24.58333333	1	2.4%
24.56666667	1	2.4%
24.36666667	1	2.4%
24.21666667	1	2.4%

Offset
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	26
Distinct (%)	83.9%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	7.473655914

Minimum	5.65
Maximum	8.933333333
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	5.65
5-th percentile	6.65
Q1	7.141666667
median	7.383333333
Q3	7.8
95-th percentile	8.575
Maximum	8.933333333
Range	3.283333333
Interquartile range (IQR)	0.6583333333

Descriptive statistics

Standard deviation	0.6355192423
Coefficient of variation (CV)	0.08503458676
Kurtosis	1.818242839
Mean	7.473655914
Median Absolute Deviation (MAD)	0.2833333333
Skewness	-0.139277355
Sum	231.6833333
Variance	0.4038847073
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
7.733333333	2	4.8%
7.283333333	2	4.8%
7.216666667	2	4.8%
7.133333333	2	4.8%
7.666666667	2	4.8%
7.533333333	1	2.4%
7.383333333	1	2.4%
7.933333333	1	2.4%
8.75	1	2.4%
7.45	1	2.4%
Other values (16)	16	38.1%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.65	1	2.4%
6.583333333	1	2.4%
6.716666667	1	2.4%
6.866666667	1	2.4%
7.033333333	1	2.4%
7.116666667	1	2.4%
7.133333333	2	4.8%
7.15	1	2.4%
7.216666667	2	4.8%
7.25	1	2.4%

Value	Count	Frequency (%)
8.933333333	1	2.4%
8.75	1	2.4%
8.4	1	2.4%
8.183333333	1	2.4%
7.95	1	2.4%
7.933333333	1	2.4%
7.883333333	1	2.4%
7.866666667	1	2.4%
7.733333333	2	4.8%
7.666666667	2	4.8%

TST
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	26
Distinct (%)	83.9%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	386.3548387

Minimum	230
Maximum	504
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	230
5-th percentile	273.5
Q1	352
median	395
Q3	429
95-th percentile	480
Maximum	504
Range	274
Interquartile range (IQR)	77

Descriptive statistics

Standard deviation	65.57771389
Coefficient of variation (CV)	0.1697344185
Kurtosis	-0.01972626742
Mean	386.3548387
Median Absolute Deviation (MAD)	42
Skewness	-0.5288128151
Sum	11977
Variance	4300.436559
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
426	3	7.1%
352	2	4.8%
345	2	4.8%
480	2	4.8%
447	1	2.4%
230	1	2.4%
375	1	2.4%
373	1	2.4%
295	1	2.4%
412	1	2.4%
Other values (16)	16	38.1%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
230	1	2.4%
267	1	2.4%
280	1	2.4%
290	1	2.4%
295	1	2.4%
345	2	4.8%
352	2	4.8%
366	1	2.4%
369	1	2.4%
373	1	2.4%

Value	Count	Frequency (%)
504	1	2.4%
480	2	4.8%
451	1	2.4%
447	1	2.4%
443	1	2.4%
437	1	2.4%
430	1	2.4%
428	1	2.4%
426	3	7.1%
412	1	2.4%

WASO
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	24
Distinct (%)	77.4%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	65.09677419

Minimum	27
Maximum	151
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	27
5-th percentile	40.5
Q1	54
median	59
Q3	74.5
95-th percentile	95
Maximum	151
Range	124
Interquartile range (IQR)	20.5

Descriptive statistics

Standard deviation	22.64413808
Coefficient of variation (CV)	0.3478534591
Kurtosis	5.978490196
Mean	65.09677419
Median Absolute Deviation (MAD)	10
Skewness	1.862411967
Sum	2018
Variance	512.7569892
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
48	3	7.1%
54	2	4.8%
55	2	4.8%
61	2	4.8%
57	2	4.8%
66	2	4.8%
50	1	2.4%
59	1	2.4%
81	1	2.4%
76	1	2.4%
Other values (14)	14	33.3%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
27	1	2.4%
37	1	2.4%
44	1	2.4%
48	3	7.1%
50	1	2.4%
54	2	4.8%
55	2	4.8%
56	1	2.4%
57	2	4.8%
58	1	2.4%

Value	Count	Frequency (%)
151	1	2.4%
97	1	2.4%
93	1	2.4%
91	1	2.4%
82	1	2.4%
81	1	2.4%
80	1	2.4%
76	1	2.4%
73	1	2.4%
69	1	2.4%

NOA
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	16
Distinct (%)	51.6%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	27.38709677

Minimum	16
Maximum	40
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	16
5-th percentile	17.5
Q1	24
median	28
Q3	31.5
95-th percentile	36.5
Maximum	40
Range	24
Interquartile range (IQR)	7.5

Descriptive statistics

Standard deviation	5.748492088
Coefficient of variation (CV)	0.2098978265
Kurtosis	-0.1147956868
Mean	27.38709677
Median Absolute Deviation (MAD)	4
Skewness	-0.03508615705
Sum	849
Variance	33.04516129
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
28	4	9.5%
25	3	7.1%
27	3	7.1%
32	3	7.1%
24	3	7.1%
33	2	4.8%
20	2	4.8%
29	2	4.8%
31	2	4.8%
18	1	2.4%
Other values (6)	6	14.3%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
16	1	2.4%
17	1	2.4%
18	1	2.4%
20	2	4.8%
23	1	2.4%
24	3	7.1%
25	3	7.1%
27	3	7.1%
28	4	9.5%
29	2	4.8%

Value	Count	Frequency (%)
40	1	2.4%
37	1	2.4%
36	1	2.4%
33	2	4.8%
32	3	7.1%
31	2	4.8%
29	2	4.8%
28	4	9.5%
27	3	7.1%
25	3	7.1%

TIB
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	28
Distinct (%)	90.3%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	451.4516129

Minimum	267
Maximum	580
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	267
5-th percentile	309
Q1	422
median	456
Q3	505.5
95-th percentile	537
Maximum	580
Range	313
Interquartile range (IQR)	83.5

Descriptive statistics

Standard deviation	75.03680817
Coefficient of variation (CV)	0.1662122939
Kurtosis	0.1867628965
Mean	451.4516129
Median Absolute Deviation (MAD)	47
Skewness	-0.74623752
Sum	13995
Variance	5630.522581
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
523	2	4.8%
503	2	4.8%
528	2	4.8%
501	1	2.4%
546	1	2.4%
425	1	2.4%
421	1	2.4%
356	1	2.4%
471	1	2.4%
426	1	2.4%
Other values (18)	18	42.9%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
267	1	2.4%
307	1	2.4%
311	1	2.4%
346	1	2.4%
356	1	2.4%
400	1	2.4%
403	1	2.4%
421	1	2.4%
423	1	2.4%
425	1	2.4%

Value	Count	Frequency (%)
580	1	2.4%
546	1	2.4%
528	2	4.8%
523	2	4.8%
521	1	2.4%
508	1	2.4%
503	2	4.8%
501	1	2.4%
487	1	2.4%
481	1	2.4%

REMSD
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	27
Distinct (%)	87.1%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	71.16129032

Minimum	36
Maximum	104
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	36
5-th percentile	43.5
Q1	55
median	74
Q3	84
95-th percentile	100
Maximum	104
Range	68
Interquartile range (IQR)	29

Descriptive statistics

Standard deviation	18.52943024
Coefficient of variation (CV)	0.2603863723
Kurtosis	-0.9446525894
Mean	71.16129032
Median Absolute Deviation (MAD)	14
Skewness	-0.07627891107
Sum	2206
Variance	343.3397849
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
80	2	4.8%
74	2	4.8%
84	2	4.8%
83	2	4.8%
94	1	2.4%
67	1	2.4%
88	1	2.4%
43	1	2.4%
44	1	2.4%
98	1	2.4%
Other values (17)	17	40.5%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
36	1	2.4%
43	1	2.4%
44	1	2.4%
47	1	2.4%
50	1	2.4%
52	1	2.4%
53	1	2.4%
54	1	2.4%
56	1	2.4%
60	1	2.4%

Value	Count	Frequency (%)
104	1	2.4%
102	1	2.4%
98	1	2.4%
94	1	2.4%
90	1	2.4%
88	1	2.4%
87	1	2.4%
84	2	4.8%
83	2	4.8%
80	2	4.8%

LSD
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	31
Distinct (%)	100.0%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	235.0645161

Minimum	127
Maximum	338
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	127
5-th percentile	154
Q1	215.5
median	232
Q3	263.5
95-th percentile	318
Maximum	338
Range	211
Interquartile range (IQR)	48

Descriptive statistics

Standard deviation	48.9359687
Coefficient of variation (CV)	0.2081810113
Kurtosis	0.1524096364
Mean	235.0645161
Median Absolute Deviation (MAD)	28
Skewness	-0.05897798695
Sum	7287
Variance	2394.729032
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
277	1	2.4%
274	1	2.4%
218	1	2.4%
217	1	2.4%
180	1	2.4%
260	1	2.4%
216	1	2.4%
263	1	2.4%
323	1	2.4%
253	1	2.4%
Other values (21)	21	50.0%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
127	1	2.4%
147	1	2.4%
161	1	2.4%
169	1	2.4%
180	1	2.4%
198	1	2.4%
208	1	2.4%
215	1	2.4%
216	1	2.4%
217	1	2.4%

Value	Count	Frequency (%)
338	1	2.4%
323	1	2.4%
313	1	2.4%
297	1	2.4%
277	1	2.4%
274	1	2.4%
266	1	2.4%
264	1	2.4%
263	1	2.4%
260	1	2.4%

DSD
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	25
Distinct (%)	80.6%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	80.12903226

Minimum	56
Maximum	116
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	56
5-th percentile	57
Q1	68
median	81
Q3	89.5
95-th percentile	105
Maximum	116
Range	60
Interquartile range (IQR)	21.5

Descriptive statistics

Standard deviation	15.71356513
Coefficient of variation (CV)	0.1961032685
Kurtosis	-0.473989725
Mean	80.12903226
Median Absolute Deviation (MAD)	11
Skewness	0.3644328342
Sum	2484
Variance	246.916129
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
90	2	4.8%
72	2	4.8%
102	2	4.8%
68	2	4.8%
83	2	4.8%
56	2	4.8%
86	1	2.4%
85	1	2.4%
65	1	2.4%
97	1	2.4%
Other values (15)	15	35.7%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
56	2	4.8%
58	1	2.4%
60	1	2.4%
63	1	2.4%
65	1	2.4%
67	1	2.4%
68	2	4.8%
70	1	2.4%
72	2	4.8%
74	1	2.4%

Value	Count	Frequency (%)
116	1	2.4%
108	1	2.4%
102	2	4.8%
99	1	2.4%
97	1	2.4%
90	2	4.8%
89	1	2.4%
87	1	2.4%
86	1	2.4%
85	1	2.4%

Date
Date

HIGH CORRELATION
UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	464.0 B

Minimum	2022-09-30 00:00:00
Maximum	2022-11-10 00:00:00

Histogram

Histogram with fixed size bins (bins=42)

TSDP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	29
Distinct (%)	93.5%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	451.516129

Minimum	267
Maximum	580
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	267
5-th percentile	309.5
Q1	422
median	456
Q3	505.5
95-th percentile	537
Maximum	580
Range	313
Interquartile range (IQR)	83.5

Descriptive statistics

Standard deviation	74.97504961
Coefficient of variation (CV)	0.1660517638
Kurtosis	0.1871463116
Mean	451.516129
Median Absolute Deviation (MAD)	47
Skewness	-0.7458744748
Sum	13997
Variance	5621.258065
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
503	2	4.8%
528	2	4.8%
501	1	2.4%
267	1	2.4%
425	1	2.4%
421	1	2.4%
356	1	2.4%
471	1	2.4%
426	1	2.4%
481	1	2.4%
Other values (19)	19	45.2%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
267	1	2.4%
307	1	2.4%
312	1	2.4%
346	1	2.4%
356	1	2.4%
400	1	2.4%
403	1	2.4%
421	1	2.4%
423	1	2.4%
425	1	2.4%

Value	Count	Frequency (%)
580	1	2.4%
546	1	2.4%
528	2	4.8%
523	1	2.4%
523	1	2.4%
521	1	2.4%
508	1	2.4%
503	2	4.8%
501	1	2.4%
487	1	2.4%

AI
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	31
Distinct (%)	100.0%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	4.253651336

Minimum	3.409090909
Maximum	5.77540107
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	3.409090909
5-th percentile	3.496835443
Q1	3.935713604
median	4.257206208
Q3	4.569781553
95-th percentile	5.063628786
Maximum	5.77540107
Range	2.36631016
Interquartile range (IQR)	0.634067949

Descriptive statistics

Standard deviation	0.5356622112
Coefficient of variation (CV)	0.1259299761
Kurtosis	0.9140143182
Mean	4.253651336
Median Absolute Deviation (MAD)	0.3294409714
Skewness	0.6112650838
Sum	131.8631914
Variance	0.2869340045
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
4.429530201	1	2.4%
4.257206208	1	2.4%
3.84	1	2.4%
4.504021448	1	2.4%
4.881355932	1	2.4%
4.514563107	1	2.4%
4.695652174	1	2.4%
4.647887324	1	2.4%
4.761904762	1	2.4%
4.696969697	1	2.4%
Other values (21)	21	50.0%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.409090909	1	2.4%
3.493670886	1	2.4%
3.5	1	2.4%
3.504672897	1	2.4%
3.517241379	1	2.4%
3.76744186	1	2.4%
3.84	1	2.4%
3.927765237	1	2.4%
3.943661972	1	2.4%
4.039900249	1	2.4%

Value	Count	Frequency (%)
5.77540107	1	2.4%
5.245901639	1	2.4%
4.881355932	1	2.4%
4.761904762	1	2.4%
4.696969697	1	2.4%
4.695652174	1	2.4%
4.647887324	1	2.4%
4.625	1	2.4%
4.514563107	1	2.4%
4.504021448	1	2.4%

SWSP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	31
Distinct (%)	100.0%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	21.10505649

Minimum	12.81464531
Maximum	29.13043478
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	12.81464531
5-th percentile	14.38326931
Q1	18.24571628
median	20.69767442
Q3	24.67679513
95-th percentile	26.50718494
Maximum	29.13043478
Range	16.31578947
Interquartile range (IQR)	6.431078841

Descriptive statistics

Standard deviation	4.218950904
Coefficient of variation (CV)	0.1999023744
Kurtosis	-0.8304308748
Mean	21.10505649
Median Absolute Deviation (MAD)	3.709105242
Skewness	-0.1557541314
Sum	654.2567511
Variance	17.79954673
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
20.13422819	1	2.4%
18.40354767	1	2.4%
24	1	2.4%
18.230563	1	2.4%
24.40677966	1	2.4%
17.47572816	1	2.4%
24.63768116	1	2.4%
15.25821596	1	2.4%
19.24603175	1	2.4%
15.15151515	1	2.4%
Other values (21)	21	50.0%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12.81464531	1	2.4%
13.61502347	1	2.4%
15.15151515	1	2.4%
15.25821596	1	2.4%
16.66666667	1	2.4%
16.875	1	2.4%
17.47572816	1	2.4%
18.230563	1	2.4%
18.26086957	1	2.4%
18.40354767	1	2.4%

Value	Count	Frequency (%)
29.13043478	1	2.4%
26.82926829	1	2.4%
26.18510158	1	2.4%
25.82278481	1	2.4%
25.51724138	1	2.4%
25.46816479	1	2.4%
25.35211268	1	2.4%
24.71590909	1	2.4%
24.63768116	1	2.4%
24.40677966	1	2.4%

REMP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
UNIFORM

Distinct	31
Distinct (%)	100.0%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	18.33878721

Minimum	12.70833333
Maximum	24.41314554
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	12.70833333
5-th percentile	13.31398437
Q1	15.80730761
median	18.125
Q3	20.90108401
95-th percentile	23.308662
Maximum	24.41314554
Range	11.70481221
Interquartile range (IQR)	5.093776397

Descriptive statistics

Standard deviation	3.286733297
Coefficient of variation (CV)	0.1792230456
Kurtosis	-0.9236437444
Mean	18.33878721
Median Absolute Deviation (MAD)	2.717572062
Skewness	0.03775487097
Sum	568.5024036
Variance	10.80261576
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
17.89709172	1	2.4%
20.84257206	1	2.4%
17.86666667	1	2.4%
23.5924933	1	2.4%
14.57627119	1	2.4%
19.41747573	1	2.4%
12.75362319	1	2.4%
23.00469484	1	2.4%
16.66666667	1	2.4%
20.95959596	1	2.4%
Other values (21)	21	50.0%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12.70833333	1	2.4%
12.75362319	1	2.4%
13.87434555	1	2.4%
14.20454545	1	2.4%
14.57627119	1	2.4%
14.75409836	1	2.4%
14.97326203	1	2.4%
15.65217391	1	2.4%
15.96244131	1	2.4%
16.20689655	1	2.4%

Value	Count	Frequency (%)
24.41314554	1	2.4%
23.5924933	1	2.4%
23.0248307	1	2.4%
23.00469484	1	2.4%
22.5	1	2.4%
21.02803738	1	2.4%
21.02272727	1	2.4%
20.95959596	1	2.4%
20.84257206	1	2.4%
20.69825436	1	2.4%

SMI
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	31
Distinct (%)	100.0%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	85.63412094

Minimum	69.98011928
Maximum	91.20521173
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	69.98011928
5-th percentile	81.21953518
Q1	84.11970407
median	86.1423221
Q3	87.96929825
95-th percentile	90.0653239
Maximum	91.20521173
Range	21.22509244
Interquartile range (IQR)	3.849594178

Descriptive statistics

Standard deviation	3.953232048
Coefficient of variation (CV)	0.0461642159
Kurtosis	7.29108545
Mean	85.63412094
Median Absolute Deviation (MAD)	1.857677903
Skewness	-2.099746075
Sum	2654.657749
Variance	15.62804362
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
89.22155689	1	2.4%
88.77952756	1	2.4%
88.23529412	1	2.4%
88.59857482	1	2.4%
82.86516854	1	2.4%
87.47346072	1	2.4%
80.98591549	1	2.4%
88.56548857	1	2.4%
86.89655172	1	2.4%
85.71428571	1	2.4%
Other values (21)	21	50.0%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
69.98011928	1	2.4%
80.98591549	1	2.4%
81.45315488	1	2.4%
81.69642857	1	2.4%
82.14971209	1	2.4%
82.76515152	1	2.4%
82.86516854	1	2.4%
83.8150289	1	2.4%
84.42437923	1	2.4%
84.70363289	1	2.4%

Value	Count	Frequency (%)
91.20521173	1	2.4%
90.90909091	1	2.4%
89.22155689	1	2.4%
88.77952756	1	2.4%
88.59857482	1	2.4%
88.56548857	1	2.4%
88.23529412	1	2.4%
88	1	2.4%
87.93859649	1	2.4%
87.91208791	1	2.4%

Midpoint
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	30
Distinct (%)	96.8%
Missing	11
Missing (%)	26.2%
Infinite	0
Infinite (%)	0.0%
Mean	4.202419355

Minimum	3.358333333
Maximum	5.625
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	3.358333333
5-th percentile	3.508333333
Q1	3.8625
median	4.175
Q3	4.4125
95-th percentile	5.008333333
Maximum	5.625
Range	2.266666667
Interquartile range (IQR)	0.55

Descriptive statistics

Standard deviation	0.5117471596
Coefficient of variation (CV)	0.1217744152
Kurtosis	0.6817160293
Mean	4.202419355
Median Absolute Deviation (MAD)	0.3
Skewness	0.763271739
Sum	130.275
Variance	0.2618851553
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
4.4	2	4.8%
4.175	1	2.4%
4.233333333	1	2.4%
3.591666667	1	2.4%
3.875	1	2.4%
4.966666667	1	2.4%
3.925	1	2.4%
4.116666667	1	2.4%
4.008333333	1	2.4%
4.833333333	1	2.4%
Other values (20)	20	47.6%
(Missing)	11	26.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.358333333	1	2.4%
3.425	1	2.4%
3.591666667	1	2.4%
3.691666667	1	2.4%
3.716666667	1	2.4%
3.733333333	1	2.4%
3.775	1	2.4%
3.85	1	2.4%
3.875	1	2.4%
3.916666667	1	2.4%

Value	Count	Frequency (%)
5.625	1	2.4%
5.033333333	1	2.4%
4.983333333	1	2.4%
4.966666667	1	2.4%
4.833333333	1	2.4%
4.575	1	2.4%
4.55	1	2.4%
4.425	1	2.4%
4.4	2	4.8%
4.358333333	1	2.4%

Day
Categorical

HIGH CORRELATION
HIGH CORRELATION
UNIFORM

Distinct	7
Distinct (%)	16.7%
Missing	0
Missing (%)	0.0%
Memory size	464.0 B

Friday	6
Saturday	6
Sunday	6
Monday	6
Tuesday	6
Other values (2)	12

Length

Max length	9
Median length	7
Mean length	7.142857143
Min length	6

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Friday
2nd row	Saturday
3rd row	Sunday
4th row	Monday
5th row	Tuesday

Common Values

Value	Count	Frequency (%)
Friday	6	14.3%
Saturday	6	14.3%
Sunday	6	14.3%
Monday	6	14.3%
Tuesday	6	14.3%
Wednesday	6	14.3%
Thursday	6	14.3%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
friday	6	14.3%
saturday	6	14.3%
sunday	6	14.3%
monday	6	14.3%
tuesday	6	14.3%
wednesday	6	14.3%
thursday	6	14.3%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

IsWeekend
Boolean

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Memory size	170.0 B

False	30
True	12

Common Values
Chart

Value	Count	Frequency (%)
False	30	71.4%
True	12	28.6%

SleepRegularity
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	34
Distinct (%)	94.4%
Missing	6
Missing (%)	14.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.4382580288

Minimum	0.1736722115
Maximum	0.7415340081
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	464.0 B

Quantile statistics

Minimum	0.1736722115
5-th percentile	0.2414205963
Q1	0.3151841051
median	0.4031526401
Q3	0.529758046
95-th percentile	0.7307920352
Maximum	0.7415340081
Range	0.5678617966
Interquartile range (IQR)	0.2145739409

Descriptive statistics

Standard deviation	0.164194999
Coefficient of variation (CV)	0.3746537158
Kurtosis	-0.8112915236
Mean	0.4382580288
Median Absolute Deviation (MAD)	0.1170792663
Skewness	0.4655577273
Sum	15.77728904
Variance	0.02695999768
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0.3970376417	2	4.8%
0.2593483643	2	4.8%
0.7415340081	1	2.4%
0.6769348128	1	2.4%
0.7185122968	1	2.4%
0.7292477279	1	2.4%
0.7354249572	1	2.4%
0.6118943394	1	2.4%
0.6407228681	1	2.4%
0.4092676386	1	2.4%
Other values (24)	24	57.1%
(Missing)	6	14.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1736722115	1	2.4%
0.1905614269	1	2.4%
0.2583736528	1	2.4%
0.2593483643	2	4.8%
0.2627313795	1	2.4%
0.2850032488	1	2.4%
0.2871434988	1	2.4%
0.3032005204	1	2.4%
0.3191786334	1	2.4%
0.3221743259	1	2.4%

Value	Count	Frequency (%)
0.7415340081	1	2.4%
0.7354249572	1	2.4%
0.7292477279	1	2.4%
0.7185122968	1	2.4%
0.6769348128	1	2.4%
0.6575258761	1	2.4%
0.6407228681	1	2.4%
0.6118943394	1	2.4%
0.5357583756	1	2.4%
0.5277579361	1	2.4%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	df_index	Onset	Offset	TST	WASO	NOA	TIB	REMSD	LSD	DSD	Date	TSDP	AI	SWSP	REMP	SMI	Midpoint	Day	IsWeekend	SleepRegularity
0	0	23.183333	7.533333	447.0	54.0	33.0	501.0	80.0	277.0	90.0	2022-09-30	501.0	4.429530	20.134228	17.897092	89.221557	4.175000	Friday	True	NaN
1	1	22.550000	7.350000	437.0	91.0	32.0	528.0	84.0	297.0	56.0	2022-10-01	528.0	4.393593	12.814645	19.221968	82.765152	4.400000	Saturday	True	NaN
2	2	22.750000	6.866667	426.0	61.0	28.0	487.0	104.0	264.0	58.0	2022-10-02	487.0	3.943662	13.615023	24.413146	87.474333	4.058333	Sunday	False	0.173672
3	3	23.150000	6.583333	382.0	64.0	28.0	446.0	53.0	247.0	82.0	2022-10-03	446.0	4.397906	21.465969	13.874346	85.650224	3.716667	Monday	False	0.285003
4	5	24.583333	7.250000	352.0	48.0	20.0	400.0	74.0	208.0	70.0	2022-10-04	400.0	3.409091	19.886364	21.022727	88.000000	3.916667	Tuesday	False	0.258374
5	4	22.433333	7.116667	428.0	93.0	25.0	521.0	90.0	236.0	102.0	2022-10-05	521.0	3.504673	23.831776	21.028037	82.149712	4.341667	Wednesday	False	0.259348
6	31	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2022-10-06	NaN	NaN	NaN	NaN	NaN	NaN	Thursday	False	0.259348
7	32	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2022-10-07	NaN	NaN	NaN	NaN	NaN	NaN	Friday	True	0.287143
8	33	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2022-10-08	NaN	NaN	NaN	NaN	NaN	NaN	Saturday	True	0.262731
9	34	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2022-10-09	NaN	NaN	NaN	NaN	NaN	NaN	Sunday	False	0.319179

Last rows

	df_index	Onset	Offset	TST	WASO	NOA	TIB	REMSD	LSD	DSD	Date	TSDP	AI	SWSP	REMP	SMI	Midpoint	Day	IsWeekend	SleepRegularity
32	23	23.083333	8.750000	504.0	76.0	40.0	580.0	84.0	323.0	97.0	2022-11-01	580.0	4.761905	19.246032	16.666667	86.896552	4.833333	Tuesday	False	0.735425
33	24	23.716667	7.733333	426.0	55.0	33.0	481.0	98.0	263.0	65.0	2022-11-02	481.0	4.647887	15.258216	23.004695	88.565489	4.008333	Wednesday	False	0.611894
34	26	24.566667	7.666667	345.0	81.0	27.0	426.0	44.0	216.0	85.0	2022-11-03	426.0	4.695652	24.637681	12.753623	80.985915	4.116667	Thursday	False	0.640723
35	25	23.433333	7.283333	412.0	59.0	31.0	471.0	80.0	260.0	72.0	2022-11-04	471.0	4.514563	17.475728	19.417476	87.473461	3.925000	Friday	True	0.464290
36	27	26.000000	7.933333	295.0	61.0	24.0	356.0	43.0	180.0	72.0	2022-11-05	356.0	4.881356	24.406780	14.576271	82.865169	4.966667	Saturday	True	0.527758
37	40	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2022-11-06	NaN	NaN	NaN	NaN	NaN	NaN	Sunday	False	0.487653
38	41	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2022-11-07	NaN	NaN	NaN	NaN	NaN	NaN	Monday	False	0.490840
39	28	24.366667	7.383333	373.0	48.0	28.0	421.0	88.0	217.0	68.0	2022-11-08	421.0	4.504021	18.230563	23.592493	88.598575	3.875000	Tuesday	False	0.450100
40	29	24.050000	7.133333	375.0	50.0	24.0	425.0	67.0	218.0	90.0	2022-11-09	425.0	3.840000	24.000000	17.866667	88.235294	3.591667	Wednesday	False	0.522235
41	30	26.100000	7.866667	290.0	56.0	17.0	346.0	47.0	169.0	74.0	2022-11-10	346.0	3.517241	25.517241	16.206897	83.815029	4.983333	Thursday	False	0.657526

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample

First rows

Last rows